Overview

Dataset statistics

Number of variables13
Number of observations215094
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory93.2 MiB
Average record size in memory454.6 B

Variable types

NUM8
CAT4
BOOL1

Reproduction

Analysis started2020-03-09 05:51:48.501235
Analysis finished2020-03-09 06:01:52.642760
Versionpandas-profiling v2.5.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml
회원번호 has a high cardinality: 215094 distinct values High cardinality
회원이름 has a high cardinality: 150751 distinct values High cardinality
담당자 has a high cardinality: 2157 distinct values High cardinality
진행률 is highly correlated with 총불입액High Correlation
총불입액 is highly correlated with 진행률High Correlation
상태 has 3665 (1.7%) zeros Zeros

Variables

df_index
Real number (ℝ≥0)

UNIQUE
Distinct count215094
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean120606.92464224943
Minimum0
Maximum234612
Zeros1
Zeros (%)< 0.1%
Memory size1.6 MiB

Quantile statistics

Minimum0
5-th percentile12196.65
Q164479.25
median121871.5
Q3178243.75
95-th percentile222708.35
Maximum234612
Range234612
Interquartile range (IQR)113764.5

Descriptive statistics

Standard deviation66721.49409
Coefficient of variation (CV)0.553214455
Kurtosis-1.159724153
Mean120606.9246
Median Absolute Deviation (MAD)57552.93947
Skewness-0.06307497504
Sum2.594182585e+10
Variance4451757774
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 11343.5 19639.5 36392.5 53461.5 ... 226652.5 228076.5 228248.5 228347.5 234612. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2047 1 < 0.1%
 
213309 1 < 0.1%
 
4439 1 < 0.1%
 
6486 1 < 0.1%
 
341 1 < 0.1%
 
2388 1 < 0.1%
 
14674 1 < 0.1%
 
8529 1 < 0.1%
 
10576 1 < 0.1%
 
53583 1 < 0.1%
 
Other values (215084) 215084 > 99.9%
 
ValueCountFrequency (%) 
0 1 < 0.1%
 
1 1 < 0.1%
 
2 1 < 0.1%
 
3 1 < 0.1%
 
4 1 < 0.1%
 
ValueCountFrequency (%) 
234612 1 < 0.1%
 
234611 1 < 0.1%
 
234610 1 < 0.1%
 
234609 1 < 0.1%
 
234607 1 < 0.1%
 

회원번호
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE
Distinct count215094
Unique (%)100.0%
Missing0
Missing (%)0.0%
Memory size1.6 MiB
211A001321
 
1
1022A00439
 
1
218A053829
 
1
209A034678
 
1
214A039899
 
1
Other values (215089)
215089
ValueCountFrequency (%) 
211A001321 1 < 0.1%
 
1022A00439 1 < 0.1%
 
218A053829 1 < 0.1%
 
209A034678 1 < 0.1%
 
214A039899 1 < 0.1%
 
211A005424 1 < 0.1%
 
218A037566 1 < 0.1%
 
215A011382 1 < 0.1%
 
214A007287 1 < 0.1%
 
218A048025 1 < 0.1%
 
Other values (215084) 215084 > 99.9%
 

Length

Max length11
Mean length10.00073456
Min length10
ValueCountFrequency (%) 
Uppercase_Letter 16 57.1%
 
Decimal_Number 10 35.7%
 
Dash_Punctuation 1 3.6%
 
Connector_Punctuation 1 3.6%
 
ValueCountFrequency (%) 
Latin 16 57.1%
 
Common 12 42.9%
 
ValueCountFrequency (%) 
ASCII 28 100.0%
 

회원이름
Categorical

HIGH CARDINALITY
UNIFORM
Distinct count150751
Unique (%)70.1%
Missing0
Missing (%)0.0%
Memory size1.6 MiB
주식회사에프피에이110111
 
70
임덕길470529
 
24
대성건설(주)124-81
 
20
강성복551227
 
12
백승식720219
 
12
Other values (150746)
214956
ValueCountFrequency (%) 
주식회사에프피에이110111 70 < 0.1%
 
임덕길470529 24 < 0.1%
 
대성건설(주)124-81 20 < 0.1%
 
강성복551227 12 < 0.1%
 
백승식720219 12 < 0.1%
 
(주)지케이씨교역540605 10 < 0.1%
 
김숙경550210 9 < 0.1%
 
김현순650213 8 < 0.1%
 
이정애740710 8 < 0.1%
 
김현영731018 8 < 0.1%
 
Other values (150741) 214913 99.9%
 

Length

Max length25
Mean length9.006541326
Min length8
ValueCountFrequency (%) 
Other_Letter 502 90.6%
 
Uppercase_Letter 26 4.7%
 
Decimal_Number 10 1.8%
 
Lowercase_Letter 9 1.6%
 
Other_Punctuation 3 0.5%
 
Open_Punctuation 1 0.2%
 
Dash_Punctuation 1 0.2%
 
Space_Separator 1 0.2%
 
Close_Punctuation 1 0.2%
 
ValueCountFrequency (%) 
Hangul 502 90.6%
 
Latin 35 6.3%
 
Common 17 3.1%
 
ValueCountFrequency (%) 
Hangul 502 90.6%
 
ASCII 52 9.4%
 

주소
Categorical

Distinct count46
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.6 MiB
경기
59425
서울
54498
인천
16745
경상
 
11440
광주
 
9080
Other values (41)
63906
ValueCountFrequency (%) 
경기 59425 27.6%
 
서울 54498 25.3%
 
인천 16745 7.8%
 
경상 11440 5.3%
 
광주 9080 4.2%
 
부산 8535 4.0%
 
전라 8133 3.8%
 
강원 7861 3.7%
 
충청 7778 3.6%
 
대전 6562 3.1%
 
Other values (36) 25037 11.6%
 

Length

Max length2
Mean length1.999958158
Min length1
ValueCountFrequency (%) 
Other_Letter 46 93.9%
 
Decimal_Number 1 2.0%
 
Other_Punctuation 1 2.0%
 
Space_Separator 1 2.0%
 
ValueCountFrequency (%) 
Hangul 46 93.9%
 
Common 3 6.1%
 
ValueCountFrequency (%) 
Hangul 46 93.9%
 
ASCII 3 6.1%
 

상품금액
Real number (ℝ)

Distinct count24
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-5.338303537003924e-17
Minimum-0.7986044124117965
Maximum1.5977112022246545
Zeros0
Zeros (%)0.0%
Memory size1.6 MiB

Quantile statistics

Minimum-0.7986044124
5-th percentile-0.4220822269
Q1-0.1827425431
median0.1383228864
Q30.1383228864
95-th percentile0.3134494843
Maximum1.597711202
Range2.396315615
Interquartile range (IQR)0.3210654295

Descriptive statistics

Standard deviation0.2108972254
Coefficient of variation (CV)-3.950641322e+15
Kurtosis-0.6663673791
Mean-5.338303537e-17
Median Absolute Deviation (MAD)0.1830777386
Skewness-0.6135871896
Sum-1.148237061e-11
Variance0.04447763968
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-0.79860441 -0.78401053 -0.62201843 -0.44835122 -0.41916345 ... 0.38875392 0.4465457 0.50492123 1.08167149 1.5977112 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.1383228864 92906 43.2%
 
0.05075958742 35183 16.4%
 
-0.2994936084 31927 14.8%
 
-0.1827425431 21790 10.1%
 
0.3134494843 15757 7.3%
 
-0.4220822269 13124 6.1%
 
-0.1243670105 2357 1.1%
 
-0.03680371153 848 0.4%
 
-0.2294429692 268 0.1%
 
-0.4746202063 234 0.1%
 
Other values (14) 700 0.3%
 
ValueCountFrequency (%) 
-0.7986044124 40 < 0.1%
 
-0.7694166461 3 < 0.1%
 
-0.4746202063 234 0.1%
 
-0.4220822269 13124 6.1%
 
-0.4162446737 56 < 0.1%
 
ValueCountFrequency (%) 
1.597711202 10 < 0.1%
 
0.5656317853 48 < 0.1%
 
0.5177638485 1 < 0.1%
 
0.4920786141 78 < 0.1%
 
0.4010127832 26 < 0.1%
 

총불입액
Real number (ℝ)

HIGH CORRELATION
Distinct count935
Unique (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-9.72522624563091e-17
Minimum-0.998736450200167
Maximum7.221497364246479
Zeros0
Zeros (%)0.0%
Memory size1.6 MiB

Quantile statistics

Minimum-0.9987364502
5-th percentile-0.9831526693
Q1-0.924187012
median-0.5956640641
Q30.01083983987
95-th percentile3.043359359
Maximum7.221497364
Range8.220233814
Interquartile range (IQR)0.9350268519

Descriptive statistics

Standard deviation1.364240623
Coefficient of variation (CV)-1.402785486e+16
Kurtosis1.691116703
Mean-9.725226246e-17
Median Absolute Deviation (MAD)1.02395518
Skewness1.649109372
Sum-2.091837814e-11
Variance1.861152476
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-0.99873645 -0.99852586 -0.99789408 -0.99052338 -0.98462681 ... 4.56972752 5.03471384 5.317749 5.72208494 7.22149736], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-0.9831526693 13853 6.4%
 
3.043359359 13538 6.3%
 
-0.949458008 8544 4.0%
 
-0.974729004 7931 3.7%
 
2.335771472 6289 2.9%
 
-0.9663053387 5958 2.8%
 
-0.898916016 5126 2.4%
 
-0.848374024 5048 2.3%
 
-0.9696748048 4548 2.1%
 
-0.696748048 3714 1.7%
 
Other values (925) 140545 65.3%
 
ValueCountFrequency (%) 
-0.9987364502 137 0.1%
 
-0.9983152669 49 < 0.1%
 
-0.9974729004 6 < 0.1%
 
-0.9966305339 7 < 0.1%
 
-0.9962093506 6 < 0.1%
 
ValueCountFrequency (%) 
7.221497364 1 < 0.1%
 
7.167585906 1 < 0.1%
 
7.086718719 3 < 0.1%
 
6.817161428 1 < 0.1%
 
6.581298799 13 < 0.1%
 

해약금액
Real number (ℝ)

Distinct count1824
Unique (%)0.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.959851466061581e-17
Minimum-1.0
Maximum38.33902623366825
Zeros0
Zeros (%)0.0%
Memory size1.6 MiB

Quantile statistics

Minimum-1
5-th percentile-1
Q1-1
median-1
Q3-1
95-th percentile7.711726823
Maximum38.33902623
Range39.33902623
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3.590347583
Coefficient of variation (CV)1.213016134e+17
Kurtosis16.95820195
Mean2.959851466e-17
Median Absolute Deviation (MAD)1.768771693
Skewness4.112052435
Sum6.366462912e-12
Variance12.89059576
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-1. -0.99680294 -0.99299692 -0.99188049 -0.98848045 ... 25.67994885 25.90308313 25.90321 26.44901869 38.33902623], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-1 176137 81.9%
 
-0.8985061243 7801 3.6%
 
-0.8477591864 2470 1.1%
 
18.73040944 1955 0.9%
 
-0.8173110237 1538 0.7%
 
-0.7970122485 1431 0.7%
 
15.26946828 1119 0.5%
 
-0.7564146982 1099 0.5%
 
-0.715817148 481 0.2%
 
-0.6955183728 372 0.2%
 
Other values (1814) 20691 9.6%
 
ValueCountFrequency (%) 
-1 176137 81.9%
 
-0.9936058858 17 < 0.1%
 
-0.9923879593 120 0.1%
 
-0.9913730206 16 < 0.1%
 
-0.9898506124 33 < 0.1%
 
ValueCountFrequency (%) 
38.33902623 2 < 0.1%
 
36.18735607 1 < 0.1%
 
35.53779526 1 < 0.1%
 
31.1056592 1 < 0.1%
 
30.96295881 1 < 0.1%
 

담당자
Categorical

HIGH CARDINALITY
Distinct count2157
Unique (%)1.0%
Missing0
Missing (%)0.0%
Memory size1.6 MiB
더피플라이프
72013
금강종합상조(주)
28707
강대석
 
6336
김영권
 
4857
이덕술
 
4749
Other values (2152)
98432
ValueCountFrequency (%) 
더피플라이프 72013 33.5%
 
금강종합상조(주) 28707 13.3%
 
강대석 6336 2.9%
 
김영권 4857 2.3%
 
이덕술 4749 2.2%
 
김영경 4241 2.0%
 
제이앤지 1848 0.9%
 
심상열 1818 0.8%
 
고달진 1703 0.8%
 
안미나 1489 0.7%
 
Other values (2147) 87333 40.6%
 

Length

Max length11
Mean length4.831027365
Min length2
ValueCountFrequency (%) 
Other_Letter 252 96.9%
 
Uppercase_Letter 4 1.5%
 
Decimal_Number 2 0.8%
 
Open_Punctuation 1 0.4%
 
Close_Punctuation 1 0.4%
 
ValueCountFrequency (%) 
Hangul 252 96.9%
 
Common 4 1.5%
 
Latin 4 1.5%
 
ValueCountFrequency (%) 
Hangul 252 96.9%
 
ASCII 8 3.1%
 

연체횟수
Real number (ℝ)

Distinct count352
Unique (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-1.247365974983095e-16
Minimum-26.68776495086311
Maximum5.838577246426644
Zeros0
Zeros (%)0.0%
Memory size1.6 MiB

Quantile statistics

Minimum-26.68776495
5-th percentile-1
Q1-1
median-1
Q30.9538792133
95-th percentile4.286967283
Maximum5.838577246
Range32.5263422
Interquartile range (IQR)1.953879213

Descriptive statistics

Standard deviation2.133398092
Coefficient of variation (CV)-1.710322499e+16
Kurtosis24.98001465
Mean-1.247365975e-16
Median Absolute Deviation (MAD)1.460643645
Skewness-2.079096372
Sum-2.68300937e-11
Variance4.551387419
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-26.68776495 -23.15354226 -21.7743334 -20.68245972 -20.51005861 ... 4.71797005 5.29264041 5.69490966 5.80984373 5.83857725], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-1 118228 55.0%
 
-0.9425329643 4983 2.3%
 
4.689236533 3586 1.7%
 
-0.8850659286 2372 1.1%
 
-0.7126648216 1885 0.9%
 
2.275621034 1862 0.9%
 
-0.8275988929 1758 0.8%
 
-0.7701318573 1688 0.8%
 
1.873351784 1535 0.7%
 
2.045752891 1526 0.7%
 
Other values (342) 75671 35.2%
 
ValueCountFrequency (%) 
-26.68776495 1 < 0.1%
 
-23.18227577 1 < 0.1%
 
-23.12480874 2 < 0.1%
 
-23.0673417 2 < 0.1%
 
-22.8949406 2 < 0.1%
 
ValueCountFrequency (%) 
5.838577246 149 0.1%
 
5.781110211 83 < 0.1%
 
5.723643175 60 < 0.1%
 
5.666176139 52 < 0.1%
 
5.608709104 42 < 0.1%
 

성별
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.6 MiB
1
113423
0
101671
ValueCountFrequency (%) 
1 113423 52.7%
 
0 101671 47.3%
 

나이
Real number (ℝ)

Distinct count91
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-5.021176594211611e-18
Minimum-0.6220244293954389
Maximum1.1598604034546345
Zeros0
Zeros (%)0.0%
Memory size1.6 MiB

Quantile statistics

Minimum-0.6220244294
5-th percentile-0.4420360624
Q1-0.172053512
median0.007934854945
Q30.1699243852
95-th percentile0.4219080989
Maximum1.159860403
Range1.781884833
Interquartile range (IQR)0.3419778972

Descriptive statistics

Standard deviation0.2560015726
Coefficient of variation (CV)-5.098437942e+16
Kurtosis-0.4298260064
Mean-5.021176594e-18
Median Absolute Deviation (MAD)0.2079769809
Skewness0.007568506106
Sum-1.080024958e-12
Variance0.06553680519
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[-0.62202443 -0.59502617 -0.57702734 -0.5590285 -0.54102966 ... 0.95287378 0.97087262 1.01586971 1.15086099 1.1598604 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.07993020173 6518 3.0%
 
0.06193136503 6261 2.9%
 
0.04393252834 6111 2.8%
 
-0.06406049184 6033 2.8%
 
-0.01006398175 5876 2.7%
 
0.007934854945 5852 2.7%
 
0.09792903842 5840 2.7%
 
-0.04606165514 5569 2.6%
 
0.1159278751 5525 2.6%
 
-0.02806281845 5511 2.6%
 
Other values (81) 155998 72.5%
 
ValueCountFrequency (%) 
-0.6220244294 112 0.1%
 
-0.6040255927 182 0.1%
 
-0.586026756 313 0.1%
 
-0.5680279193 483 0.2%
 
-0.5500290826 671 0.3%
 
ValueCountFrequency (%) 
1.159860403 24 < 0.1%
 
1.141861567 3 < 0.1%
 
1.12386273 1 < 0.1%
 
1.105863893 1 < 0.1%
 
1.051867383 2 < 0.1%
 

진행률
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count605
Unique (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.22027684045492693
Minimum0.002564102564102564
Maximum1.2512820512820513
Zeros0
Zeros (%)0.0%
Memory size1.6 MiB

Quantile statistics

Minimum0.002564102564
5-th percentile0.002777777778
Q10.012
median0.06923076923
Q30.1722222222
95-th percentile1
Maximum1.251282051
Range1.248717949
Interquartile range (IQR)0.1602222222

Descriptive statistics

Standard deviation0.3297116756
Coefficient of variation (CV)1.496805905
Kurtosis1.024747933
Mean0.2202768405
Median Absolute Deviation (MAD)0.2521903989
Skewness1.612337493
Sum47380.22672
Variance0.108709789
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.0025641 0.00267094 0.00305556 0.00356061 0.00381702 ... 0.98666667 0.99083333 0.99583333 1.00357143 1.25128205], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 23750 11.0%
 
0.002564102564 8753 4.1%
 
0.003846153846 7785 3.6%
 
0.007692307692 7232 3.4%
 
0.002777777778 5097 2.4%
 
0.004 4548 2.1%
 
0.01 4170 1.9%
 
0.01538461538 4131 1.9%
 
0.008 3407 1.6%
 
0.02307692308 3387 1.6%
 
Other values (595) 142834 66.4%
 
ValueCountFrequency (%) 
0.002564102564 8753 4.1%
 
0.002777777778 5097 2.4%
 
0.003333333333 8 < 0.1%
 
0.003787878788 49 < 0.1%
 
0.003846153846 7785 3.6%
 
ValueCountFrequency (%) 
1.251282051 1 < 0.1%
 
1.01 7 < 0.1%
 
1.007142857 1 < 0.1%
 
1 23750 11.0%
 
0.9916666667 18 < 0.1%
 

상태
Real number (ℝ≥0)

ZEROS
Distinct count5
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.1685216695956187
Minimum0
Maximum4
Zeros3665
Zeros (%)1.7%
Memory size1.6 MiB

Quantile statistics

Minimum0
5-th percentile1
Q11
median3
Q33
95-th percentile4
Maximum4
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.063133396
Coefficient of variation (CV)0.490257216
Kurtosis-1.500647419
Mean2.16852167
Median Absolute Deviation (MAD)1.008188777
Skewness-0.1720879326
Sum466436
Variance1.130252619
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 1.5 2.5 3.5 4. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
3 106467 49.5%
 
1 84623 39.3%
 
4 10867 5.1%
 
2 9472 4.4%
 
0 3665 1.7%
 
ValueCountFrequency (%) 
0 3665 1.7%
 
1 84623 39.3%
 
2 9472 4.4%
 
3 106467 49.5%
 
4 10867 5.1%
 
ValueCountFrequency (%) 
4 10867 5.1%
 
3 106467 49.5%
 
2 9472 4.4%
 
1 84623 39.3%
 
0 3665 1.7%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Missing values

Sample

First rows

df_index회원번호회원이름주소상품금액총불입액해약금액담당자연체횟수성별나이진행률상태
000022A00001이옥성590318경기-0.2994943.04335918.730409더피플라이프-1.00000000.0979291.000
110072A00001안성열581125경기-0.2994943.043359-1.000000더피플라이프-1.00000000.1159281.002
220072A00002배준택831121부산-0.2994941.749484-1.000000더피플라이프0.8389450-0.3340430.683
330072A00003배민규821023울산-0.2994943.043359-1.000000더피플라이프-1.0000000-0.3160441.002
440072A00006최금순340728경기-0.2994943.043359-1.000000더피플라이프-1.00000010.5479001.002
550072A00007주병오520206서울-0.2994941.83035211.301058더피플라이프0.72401100.2239210.701
660072A00021정성제760210서울-0.2994943.043359-1.000000더피플라이프-1.0000000-0.2080511.004
770072A00022신영주541016충청-0.2994943.043359-1.000000더피플라이프-1.00000010.1879231.004
880072A00026윤일선521001서울-0.2994942.88162517.938757더피플라이프-0.77013210.2239210.961
990072A00027김건용530815서울-0.2994943.043359-1.000000더피플라이프-1.00000010.2059221.004

Last rows

df_index회원번호회원이름주소상품금액총불입액해약금액담당자연체횟수성별나이진행률상태
215084234600U022A21089백쌍순320814부산-0.2994941.3451488.256241더피플라이프1.41361510.5838980.5800001
215085234601U022A21090손희락520228부산-0.2994942.35598815.370962더피플라이프-0.02306000.2239210.8300001
215086234602U022A21305길준분660312부산-0.2994941.1834147.403693더피플라이프1.6434841-0.0280630.5400001
215087234605U022A21379김관수370127경남-0.299494-0.191328-1.000000더피플라이프3.59736300.4939030.2000001
215088234606U022A22154김순옥561026부산-0.299494-0.878699-1.000000더피플라이프4.57430210.1519260.0300001
215089234607U022A22155조길찬761012부산-0.299494-0.878699-1.000000더피플라이프4.5743020-0.2080510.0300001
215090234609U244A00803배상호820807부산-0.2994941.89774111.585241더피플라이프-0.0230600-0.3160440.7166671
215091234610U244A00804배규태830402부산-0.2994943.043359-1.000000더피플라이프-1.0000000-0.3340431.0000004
215092234611U244A00805김군자490809부산-0.299494-0.932611-1.000000더피플라이프2.39055510.2779170.0166671
215093234612U244A00806정일선540801부산-0.299494-0.191328-1.000000더피플라이프1.75841810.1879230.2000001